{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi-label prediction with Planet Amazon dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The planet dataset isn't available on the [fastai dataset page](https://course.fast.ai/datasets) due to copyright restrictions. You can download it from Kaggle however. Let's see how to do this by using the [Kaggle API](https://github.com/Kaggle/kaggle-api) as it's going to be pretty useful to you if you want to join a competition or use other Kaggle datasets later on.\n",
    "\n",
    "First, install the Kaggle API by uncommenting the following line and executing it, or by executing it in your terminal (depending on your platform you may need to modify this slightly to either add `source activate fastai` or similar, or prefix `pip` with a path. Have a look at how `conda install` is called for your platform in the appropriate *Returning to work* section of https://course.fast.ai/. (Depending on your environment, you may also need to append \"--user\" to the command.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! {sys.executable} -m pip install kaggle --upgrade"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then you need to upload your credentials from Kaggle on your instance. Login to kaggle and click on your profile picture on the top left corner, then 'My account'. Scroll down until you find a button named 'Create New API Token' and click on it. This will trigger the download of a file named 'kaggle.json'.\n",
    "\n",
    "Upload this file to the directory this notebook is running in, by clicking \"Upload\" on your main Jupyter page, then uncomment and execute the next two commands (or run them in a terminal). For Windows, uncomment the last two commands."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! mkdir -p ~/.kaggle/\n",
    "# ! mv kaggle.json ~/.kaggle/\n",
    "\n",
    "# For Windows, uncomment these two commands\n",
    "# ! mkdir %userprofile%\\.kaggle\n",
    "# ! move kaggle.json %userprofile%\\.kaggle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You're all set to download the data from [planet competition](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space). You **first need to go to its main page and accept its rules**, and run the two cells below (uncomment the shell commands to download and unzip the data). If you get a `403 forbidden` error it means you haven't accepted the competition rules yet (you have to go to the competition page, click on *Rules* tab, and then scroll to the bottom to find the *accept* button)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/home/ubuntu/.fastai/data/planet')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = Config.data_path()/'planet'\n",
    "path.mkdir(parents=True, exist_ok=True)\n",
    "path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! kaggle competitions download -c planet-understanding-the-amazon-from-space -f train-jpg.tar.7z -p {path}  \n",
    "# ! kaggle competitions download -c planet-understanding-the-amazon-from-space -f train_v2.csv -p {path}  \n",
    "# ! unzip -q -n {path}/train_v2.csv.zip -d {path}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To extract the content of this file, we'll need 7zip, so uncomment the following line if you need to install it (or run `sudo apt install p7zip-full` in your terminal)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! conda install --yes --prefix {sys.prefix} -c haasad eidl7zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we can unpack the data (uncomment to run - this might take a few minutes to complete)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! 7za -bd -y -so x {path}/train-jpg.tar.7z | tar xf - -C {path.as_posix()}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiclassification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Contrary to the pets dataset studied in last lesson, here each picture can have multiple labels. If we take a look at the csv file containing the labels (in 'train_v2.csv' here) we see that each 'image_name' is associated to several tags separated by spaces."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image_name</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>train_0</td>\n",
       "      <td>haze primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>train_1</td>\n",
       "      <td>agriculture clear primary water</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>train_2</td>\n",
       "      <td>clear primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>train_3</td>\n",
       "      <td>clear primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>train_4</td>\n",
       "      <td>agriculture clear habitation primary road</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  image_name                                       tags\n",
       "0    train_0                               haze primary\n",
       "1    train_1            agriculture clear primary water\n",
       "2    train_2                              clear primary\n",
       "3    train_3                              clear primary\n",
       "4    train_4  agriculture clear habitation primary road"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(path/'train_v2.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To put this in a `DataBunch` while using the [data block API](https://docs.fast.ai/data_block.html), we then need to using `ImageList` (and not `ImageDataBunch`). This will make sure the model created has the proper loss function to deal with the multiple classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfms = get_transforms(flip_vert=True, max_lighting=0.1, max_zoom=1.05, max_warp=0.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use parentheses around the data block pipeline below, so that we can use a multiline statement without needing to add '\\\\'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "src = (ImageList.from_csv(path, 'train_v2.csv', folder='train-jpg', suffix='.jpg')\n",
    "       .split_by_rand_pct(0.2)\n",
    "       .label_from_df(label_delim=' '))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = (src.transform(tfms, size=128)\n",
    "        .databunch().normalize(imagenet_stats))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`show_batch` still works, and show us the different labels separated by `;`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show_batch(rows=3, figsize=(12,9))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To create a `Learner` we use the same function as in lesson 1. Our base architecture is resnet50 again, but the metrics are a little bit differeent: we use `accuracy_thresh` instead of `accuracy`. In lesson 1, we determined the predicition for a given class by picking the final activation that was the biggest, but here, each activation can be 0. or 1. `accuracy_thresh` selects the ones that are above a certain threshold (0.5 by default) and compares them to the ground truth.\n",
    "\n",
    "As for Fbeta, it's the metric that was used by Kaggle on this competition. See [here](https://en.wikipedia.org/wiki/F1_score) for more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "arch = models.resnet50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://download.pytorch.org/models/resnet50-19c8e357.pth\" to /home/ubuntu/.torch/models/resnet50-19c8e357.pth\n",
      "100%|██████████| 102502400/102502400 [00:01<00:00, 100859665.66it/s]\n"
     ]
    }
   ],
   "source": [
    "acc_02 = partial(accuracy_thresh, thresh=0.2)\n",
    "f_score = partial(fbeta, thresh=0.2)\n",
    "learn = cnn_learner(data, arch, metrics=[acc_02, f_score])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use the LR Finder to pick a good learning rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we can fit the head of our network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 0.01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Total time: 03:30 <p><table style='width:375px; margin-bottom:10px'>\n",
       "  <tr>\n",
       "    <th>epoch</th>\n",
       "    <th>train_loss</th>\n",
       "    <th>valid_loss</th>\n",
       "    <th>accuracy_thresh</th>\n",
       "    <th>fbeta</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>1</th>\n",
       "    <th>0.125128</th>\n",
       "    <th>0.110038</th>\n",
       "    <th>0.944010</th>\n",
       "    <th>0.904893</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>2</th>\n",
       "    <th>0.112533</th>\n",
       "    <th>0.101303</th>\n",
       "    <th>0.955964</th>\n",
       "    <th>0.910774</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>3</th>\n",
       "    <th>0.100574</th>\n",
       "    <th>0.093255</th>\n",
       "    <th>0.955187</th>\n",
       "    <th>0.918653</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>4</th>\n",
       "    <th>0.096056</th>\n",
       "    <th>0.087997</th>\n",
       "    <th>0.954983</th>\n",
       "    <th>0.924016</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>5</th>\n",
       "    <th>0.092320</th>\n",
       "    <th>0.086761</th>\n",
       "    <th>0.956400</th>\n",
       "    <th>0.925110</th>\n",
       "  </tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, slice(lr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1-rn50')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...And fine-tune the whole model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Total time: 04:00 <p><table style='width:375px; margin-bottom:10px'>\n",
       "  <tr>\n",
       "    <th>epoch</th>\n",
       "    <th>train_loss</th>\n",
       "    <th>valid_loss</th>\n",
       "    <th>accuracy_thresh</th>\n",
       "    <th>fbeta</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>1</th>\n",
       "    <th>0.097016</th>\n",
       "    <th>0.094868</th>\n",
       "    <th>0.952004</th>\n",
       "    <th>0.916215</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>2</th>\n",
       "    <th>0.095774</th>\n",
       "    <th>0.088899</th>\n",
       "    <th>0.954540</th>\n",
       "    <th>0.922340</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>3</th>\n",
       "    <th>0.090646</th>\n",
       "    <th>0.085958</th>\n",
       "    <th>0.959249</th>\n",
       "    <th>0.924921</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>4</th>\n",
       "    <th>0.085097</th>\n",
       "    <th>0.083291</th>\n",
       "    <th>0.958849</th>\n",
       "    <th>0.928195</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>5</th>\n",
       "    <th>0.079197</th>\n",
       "    <th>0.082855</th>\n",
       "    <th>0.958602</th>\n",
       "    <th>0.928259</th>\n",
       "  </tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, slice(1e-5, lr/5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-2-rn50')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 256, 256])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = (src.transform(tfms, size=256)\n",
    "        .databunch().normalize(imagenet_stats))\n",
    "\n",
    "learn.data = data\n",
    "data.train_ds[0][0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.freeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr=1e-2/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Total time: 09:01 <p><table style='width:375px; margin-bottom:10px'>\n",
       "  <tr>\n",
       "    <th>epoch</th>\n",
       "    <th>train_loss</th>\n",
       "    <th>valid_loss</th>\n",
       "    <th>accuracy_thresh</th>\n",
       "    <th>fbeta</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>1</th>\n",
       "    <th>0.087761</th>\n",
       "    <th>0.085013</th>\n",
       "    <th>0.958006</th>\n",
       "    <th>0.926066</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>2</th>\n",
       "    <th>0.087641</th>\n",
       "    <th>0.083732</th>\n",
       "    <th>0.958260</th>\n",
       "    <th>0.927459</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>3</th>\n",
       "    <th>0.084250</th>\n",
       "    <th>0.082856</th>\n",
       "    <th>0.958485</th>\n",
       "    <th>0.928200</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>4</th>\n",
       "    <th>0.082347</th>\n",
       "    <th>0.081470</th>\n",
       "    <th>0.960091</th>\n",
       "    <th>0.929166</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>5</th>\n",
       "    <th>0.078463</th>\n",
       "    <th>0.080984</th>\n",
       "    <th>0.959249</th>\n",
       "    <th>0.930089</th>\n",
       "  </tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, slice(lr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1-256-rn50')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Total time: 11:25 <p><table style='width:375px; margin-bottom:10px'>\n",
       "  <tr>\n",
       "    <th>epoch</th>\n",
       "    <th>train_loss</th>\n",
       "    <th>valid_loss</th>\n",
       "    <th>accuracy_thresh</th>\n",
       "    <th>fbeta</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>1</th>\n",
       "    <th>0.082938</th>\n",
       "    <th>0.083548</th>\n",
       "    <th>0.957846</th>\n",
       "    <th>0.927756</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>2</th>\n",
       "    <th>0.086312</th>\n",
       "    <th>0.084802</th>\n",
       "    <th>0.958718</th>\n",
       "    <th>0.925416</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>3</th>\n",
       "    <th>0.084824</th>\n",
       "    <th>0.082339</th>\n",
       "    <th>0.959975</th>\n",
       "    <th>0.930054</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>4</th>\n",
       "    <th>0.078784</th>\n",
       "    <th>0.081425</th>\n",
       "    <th>0.959983</th>\n",
       "    <th>0.929634</th>\n",
       "  </tr>\n",
       "  <tr>\n",
       "    <th>5</th>\n",
       "    <th>0.074530</th>\n",
       "    <th>0.080791</th>\n",
       "    <th>0.960426</th>\n",
       "    <th>0.931257</th>\n",
       "  </tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, slice(1e-5, lr/5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot_losses()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-2-256-rn50')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You won't really know how you're going until you submit to Kaggle, since the leaderboard isn't using the same subset as we have for training. But as a guide, 50th place (out of 938 teams) on the private leaderboard was a score of `0.930`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.export()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fin"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(This section will be covered in part 2 - please don't ask about it just yet! :) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#! kaggle competitions download -c planet-understanding-the-amazon-from-space -f test-jpg.tar.7z -p {path}  \n",
    "#! 7za -bd -y -so x {path}/test-jpg.tar.7z | tar xf - -C {path}\n",
    "#! kaggle competitions download -c planet-understanding-the-amazon-from-space -f test-jpg-additional.tar.7z -p {path}  \n",
    "#! 7za -bd -y -so x {path}/test-jpg-additional.tar.7z | tar xf - -C {path}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "61191"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = ImageList.from_folder(path/'test-jpg').add(ImageList.from_folder(path/'test-jpg-additional'))\n",
    "len(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = load_learner(path, test=test)\n",
    "preds, _ = learn.get_preds(ds_type=DatasetType.Test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "thresh = 0.2\n",
    "labelled_preds = [' '.join([learn.data.classes[i] for i,p in enumerate(pred) if p > thresh]) for pred in preds]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['agriculture cultivation partly_cloudy primary road',\n",
       " 'clear haze primary water',\n",
       " 'agriculture clear cultivation primary',\n",
       " 'clear primary',\n",
       " 'partly_cloudy primary']"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labelled_preds[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fnames = [f.name[:-4] for f in learn.data.test_ds.items]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'image_name':fnames, 'tags':labelled_preds}, columns=['image_name', 'tags'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(path/'submission.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /home/ubuntu/.kaggle/kaggle.json'\n",
      "100%|██████████████████████████████████████| 2.18M/2.18M [00:02<00:00, 1.05MB/s]\n",
      "Successfully submitted to Planet: Understanding the Amazon from Space"
     ]
    }
   ],
   "source": [
    "! kaggle competitions submit planet-understanding-the-amazon-from-space -f {path/'submission.csv'} -m \"My submission\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Private Leaderboard score: 0.9296 (around 80th)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
